Low-Light Novel View Synthesis on LOM full
29.6PSNRMERID-GS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MERID-GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 29.6 | 89.1 | 0.16 | |
| QuadPrior + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 20.19 | 82.2 | 0.263 | |
| GS + QuadPriorLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 19.48 | 70.2 | 0.436 | |
| Luminance-GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 18.64 | 80.5 | 0.283 | |
| NeRCo + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 18.58 | 77.7 | 0.312 | |
| GS + NeRCoLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 18.44 | 66.8 | 0.42 | |
| MIRNet + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.29 | 77 | 0.35 | |
| GS + SNR-NetLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.21 | 58.3 | 0.54 | |
| GS + RestormerLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.2 | 68.8 | 0.479 | |
| MambaLLIE + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 17.17 | 74.5 | 0.381 | |
| GS + MIRNetLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.9 | 67.8 | 0.493 | |
| GS + MambaLLIELearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.85 | 64.3 | 0.493 | |
| Restormer + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.81 | 76.7 | 0.357 | |
| SNR-Net + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.5 | 76.1 | 0.339 | |
| GS + RetinexformerLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.46 | 67.3 | 0.49 | |
| LLVE + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.31 | 72.5 | 0.424 | |
| Retinexformer + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.21 | 76.2 | 0.37 | |
| GS + LLVELearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 16.17 | 65.7 | 0.528 | |
| GS + LFPVSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.74 | 64.7 | 0.517 | |
| GS + Wave-MambaLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.7 | 64.3 | 0.47 | |
| SGZ + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.41 | 73.7 | 0.284 | |
| LFPVS + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.26 | 72.5 | 0.411 | |
| Wave-Mamba + GSLearning Paradigm=Supervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 14.08 | 74.3 | 0.373 | |
| Z-DCE + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.6 | 71.6 | 0.267 | |
| GS + SGZLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.33 | 52.4 | 0.472 | |
| GS + Z-DCELearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.18 | 59.5 | 0.457 | |
| SCI + GSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 13.09 | 64 | 0.298 | |
| GS + SCILearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 12.39 | 52.7 | 0.478 | |
| 3DGSLearning Paradigm=Unsupervised, Evaluation Setting=zero-shot, Reflection Head=false2026.04 | 6.89 | 15.1 | 0.714 |